Commit
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fe2a940
1
Parent(s):
071957e
Update app.py
Browse files
app.py
CHANGED
@@ -53,7 +53,7 @@ def dice_coef(y_true, y_pred, smooth=1):
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seg_model = tf.keras.models.load_model('seg_unet_model.h5', custom_objects={'Combo_loss': Combo_loss, 'dice_coef': dice_coef})
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inputs = gr.inputs.Image(type="pil", label="Upload an image", source="upload")
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image_output = gr.outputs.Image(type="
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# outputs = gr.outputs.HTML() #uncomment for single class output
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@@ -73,9 +73,6 @@ def gen_pred(img=inputs, model=seg_model):
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img_bytes = pred.tobytes()
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nparr = np.frombuffer(img_bytes, np.byte)
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pred_pil = cv2.imdecode(nparr, cv2.IMREAD_REDUCED_COLOR_8)
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# color_coverted = cv2.cvtColor(pred, cv2.COLOR_BGR2RGB)
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# pil_image = Image.fromarray(pred)
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# PIL_image = Image.fromarray(pred.astype('uint8'), 'RGB')
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# return "UI in developing process ..."
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return pred_pil
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@@ -85,7 +82,7 @@ description = "Upload an image and get prediction mask"
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gr.Interface(fn=gen_pred,
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inputs=inputs,
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outputs=
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title=title,
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examples=[["003e2c95d.jpg"], ["003b50a15.jpg"], ["003b48a9e.jpg"], ["0038cbe45.jpg"], ["00371aa92.jpg"]],
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# css=css_code,
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seg_model = tf.keras.models.load_model('seg_unet_model.h5', custom_objects={'Combo_loss': Combo_loss, 'dice_coef': dice_coef})
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inputs = gr.inputs.Image(type="pil", label="Upload an image", source="upload")
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image_output = gr.outputs.Image(type="pil", label="Output Image")
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# outputs = gr.outputs.HTML() #uncomment for single class output
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img_bytes = pred.tobytes()
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nparr = np.frombuffer(img_bytes, np.byte)
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pred_pil = cv2.imdecode(nparr, cv2.IMREAD_REDUCED_COLOR_8)
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# return "UI in developing process ..."
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return pred_pil
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gr.Interface(fn=gen_pred,
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inputs=inputs,
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outputs=image_output,
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title=title,
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examples=[["003e2c95d.jpg"], ["003b50a15.jpg"], ["003b48a9e.jpg"], ["0038cbe45.jpg"], ["00371aa92.jpg"]],
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# css=css_code,
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